Output details
11 - Computer Science and Informatics
Goldsmiths' College
A scale-free distribution of false positives for a large class of audio similarity measures
<17> A highly influential journal for pattern matching (H-index 108). The first paper to identify “hubs”: a particular phenomenon occurring when computing similarity distances on complex signals. Following this paper, many studies have attempted to explain hubs including (1) Radovanović, Nanopoulos, and Ivanović. 2010. Hubs in Space: Popular Nearest Neighbors in High-Dimensional Data. J. Mach. Learn. Res, (2) Flexer, Schnitzer, Gasser and Pohle: Combining Features Reduces Hubness in Audio Similarity and outputs at ISMIR 2010, 2012 and 2013. Though it is now believed this problem relates to the curse of dimensionality, the issue is still an open problem.